R Notebook

library(randomForest)

randomForest 4.7-1.1
Type rfNews() to see new features/changes/bug fixes.

library(class)
library(e1071)
library(naivebayes)

naivebayes 0.9.7 loaded

library(keras)


# Load the data from CSV files
mtrain <- read.csv("C:/Users/srika/OneDrive/Documents/xtrain.csv")
mtest <- read.csv("C:/Users/srika/OneDrive/Documents/xtest.csv")
y_train <- read.csv("C:/Users/srika/OneDrive/Documents/ytrain.csv")
y_test <- read.csv("C:/Users/srika/OneDrive/Documents/ytest.csv")

# Extract features and labels
x_train <- as.matrix(mtrain)
x_test <- as.matrix(mtest)
y_train <- y_train$x
y_test <- y_test$x

# Preprocess labels: Classify K, A, C, H as 1 (GD) and HC as 0
y_train_processed <- ifelse(y_train %in% c("K", "A", "C", "H"), 1, 0)
y_test_processed <- ifelse(y_test %in% c("K", "A", "C", "H"), 1, 0)

# Convert string labels to numerical labels
y_train_encoded <- as.numeric(factor(y_train_processed))
y_test_encoded <- as.numeric(factor(y_test_processed))

num_classes <- length(unique(y_train_encoded))
y_train_onehot <- to_categorical(y_train_encoded - 1, num_classes = num_classes)

Error: Valid installation of TensorFlow not found.

Python environments searched for 'tensorflow' package:
 C:\Users\srika\anaconda3\envs\king\python.exe

Python exception encountered:
 Traceback (most recent call last):
  File "C:\Users\srika\ANACON~1\envs\king\lib\site-packages\tensorflow\python\pywrap_tensorflow.py", line 62, in <module>
    from tensorflow.python._pywrap_tensorflow_internal import *
  File "C:\Users\srika\AppData\Local\R\win-library\4.3\reticulate\python\rpytools\loader.py", line 119, in _find_and_load_hook
    return _run_hook(name, _hook)
  File "C:\Users\srika\AppData\Local\R\win-library\4.3\reticulate\python\rpytools\loader.py", line 93, in _run_hook
    module = hook()
  File "C:\Users\srika\AppData\Local\R\win-library\4.3\reticulate\python\rpytools\loader.py", line 117, in _hook
    return _find_and_load(name, import_)
ImportError: DLL load failed while importing _pywrap_tensorflow_internal: The specified module could not be found.

During handling of the abo

library(keras)
library(caret)

# Define number of classes
num_classes <- 2  # Assuming binary classification
num_folds = 4
# Define function to create CNN model
create_cnn_model <- function(input_shape, num_classes) {
  model <- keras_model_sequential() %>%
    layer_conv_1d(filters = 32, kernel_size = 3, activation = "relu", input_shape = dim(x_train_cnn)[2:3]) %>%
    layer_max_pooling_1d(pool_size = 1) %>%
    layer_conv_1d(filters = 64, kernel_size = 3, activation = "relu") %>%
    layer_max_pooling_1d(pool_size = 1) %>%
    layer_conv_1d(filters = 128, kernel_size = 3, activation = "relu") %>%
    layer_max_pooling_1d(pool_size = 1) %>%
    layer_conv_1d(filters = 256, kernel_size = 3, activation = "relu") %>%
    layer_max_pooling_1d(pool_size = 1) %>%
    layer_conv_1d(filters = 512, kernel_size = 3, activation = "relu") %>%
    layer_max_pooling_1d(pool_size = 1) %>%
    layer_conv_1d(filters = 1024, kernel_size = 3, activation = "relu") %>%
    layer_max_pooling_1d(pool_size = 1) %>%
    layer_flatten() %>%
    layer_dense(units = 512, activation = "relu") %>%
    layer_dense(units = 256, activation = "relu") %>%
    layer_dense(units = 128, activation = "relu") %>%
    layer_dense(units = 64, activation = "relu") %>%
    layer_dense(units = 32, activation = "relu") %>%
    layer_dense(units = num_classes, activation = "softmax")
  
  model %>% compile(
    optimizer = optimizer_adam(),
    loss = "binary_crossentropy",
    metrics = c("accuracy")
  )
  
  return(model)
}

# Create data partitions for k-fold cross-validation
folds <- createFolds(y_train_encoded, k = num_folds)

# Initialize vector to store fold accuracies
fold_accuracies <- numeric(num_folds)

# Perform k-fold cross-validation
for (fold in 1:num_folds) {
  cat("Processing fold", fold, "\n")
  
  # Extract training and validation data for current fold
  train_indices <- unlist(folds[-fold])
  validation_indices <- unlist(folds[fold])
  x_train_fold <- x_train_cnn[train_indices,,]
  y_train_fold <- y_train_onehot[train_indices,]
  x_val_fold <- x_train_cnn[validation_indices,,]
  y_val_fold <- y_train_onehot[validation_indices,]
  
  # Create and compile CNN model
  cnn_model <- create_cnn_model(input_shape = c(dim(x_train_fold)[2], dim(x_train_fold)[3]), num_classes = num_classes)
  
  # Early stopping
  callback <- callback_early_stopping(monitor = "val_loss", patience = 10)
  
  # Train CNN model
  history <- cnn_model %>% fit(
    x_train_fold, y_train_fold, 
    epochs = 50, batch_size = 16, 
    validation_data = list(x_val_fold, y_val_fold), 
    callbacks = list(callback)
  )
  
  # Evaluate CNN model on current fold
  fold_predictions <- cnn_model %>% predict(x_val_fold)
  fold_accuracy <- sum(apply(fold_predictions, 1, which.max) == which.max(y_val_fold), na.rm = TRUE) / length(y_val_fold)
  cat("Fold", fold, "Accuracy:", fold_accuracy, "\n")
  fold_accuracies[fold] <- fold_accuracy
}

Processing fold 1 

2024-04-27 21:02:46.042070: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX AVX2
To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
2024-04-27 21:02:46.162966: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1616] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 13717 MB memory:  -> device: 0, name: NVIDIA GeForce RTX 3080 Laptop GPU, pci bus id: 0000:01:00.0, compute capability: 8.6

Epoch 1/50

2024-04-27 21:02:47.878251: I tensorflow/stream_executor/cuda/cuda_dnn.cc:384] Loaded cuDNN version 8500
2024-04-27 21:02:48.377085: I tensorflow/stream_executor/cuda/cuda_blas.cc:1614] TensorFloat-32 will be used for the matrix multiplication. This will only be logged once.

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WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0129s vs `on_train_batch_end` time: 0.0321s). Check your callbacks.


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296/296 [==============================] - 18s 54ms/step - loss: 0.5110 - accuracy: 0.7759

296/296 [==============================] - 20s 60ms/step - loss: 0.5110 - accuracy: 0.7759 - val_loss: 0.4268 - val_accuracy: 0.7869
Epoch 2/50

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296/296 [==============================] - 16s 54ms/step - loss: 0.4605 - accuracy: 0.7861

296/296 [==============================] - 17s 58ms/step - loss: 0.4605 - accuracy: 0.7861 - val_loss: 0.4056 - val_accuracy: 0.8136
Epoch 3/50

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296/296 [==============================] - 15s 51ms/step - loss: 0.4439 - accuracy: 0.7903

296/296 [==============================] - 16s 55ms/step - loss: 0.4439 - accuracy: 0.7903 - val_loss: 0.4226 - val_accuracy: 0.8218
Epoch 4/50

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296/296 [==============================] - 15s 51ms/step - loss: 0.4310 - accuracy: 0.8043

296/296 [==============================] - 16s 55ms/step - loss: 0.4310 - accuracy: 0.8043 - val_loss: 0.3903 - val_accuracy: 0.8237
Epoch 5/50

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296/296 [==============================] - 15s 51ms/step - loss: 0.4167 - accuracy: 0.8051

296/296 [==============================] - 16s 55ms/step - loss: 0.4167 - accuracy: 0.8051 - val_loss: 0.4384 - val_accuracy: 0.7812
Epoch 6/50

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296/296 [==============================] - 15s 51ms/step - loss: 0.4117 - accuracy: 0.8123

296/296 [==============================] - 16s 55ms/step - loss: 0.4117 - accuracy: 0.8123 - val_loss: 0.3814 - val_accuracy: 0.8320
Epoch 7/50

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296/296 [==============================] - 15s 51ms/step - loss: 0.4024 - accuracy: 0.8134

296/296 [==============================] - 16s 55ms/step - loss: 0.4024 - accuracy: 0.8134 - val_loss: 0.3859 - val_accuracy: 0.8345
Epoch 8/50

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296/296 [==============================] - 15s 51ms/step - loss: 0.4078 - accuracy: 0.8100

296/296 [==============================] - 16s 55ms/step - loss: 0.4078 - accuracy: 0.8100 - val_loss: 0.3894 - val_accuracy: 0.8148
Epoch 9/50

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296/296 [==============================] - 15s 52ms/step - loss: 0.4069 - accuracy: 0.8176

296/296 [==============================] - 16s 56ms/step - loss: 0.4069 - accuracy: 0.8176 - val_loss: 0.3898 - val_accuracy: 0.8148
Epoch 10/50

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296/296 [==============================] - 15s 52ms/step - loss: 0.4006 - accuracy: 0.8134

296/296 [==============================] - 17s 56ms/step - loss: 0.4006 - accuracy: 0.8134 - val_loss: 0.3787 - val_accuracy: 0.8282
Epoch 11/50

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296/296 [==============================] - 16s 52ms/step - loss: 0.3992 - accuracy: 0.8102

296/296 [==============================] - 17s 56ms/step - loss: 0.3992 - accuracy: 0.8102 - val_loss: 0.3831 - val_accuracy: 0.8129
Epoch 12/50

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296/296 [==============================] - 16s 53ms/step - loss: 0.3966 - accuracy: 0.8172

296/296 [==============================] - 17s 58ms/step - loss: 0.3966 - accuracy: 0.8172 - val_loss: 0.3786 - val_accuracy: 0.8244
Epoch 13/50

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296/296 [==============================] - 18s 61ms/step - loss: 0.3949 - accuracy: 0.8136 - val_loss: 0.3736 - val_accuracy: 0.8212
Epoch 14/50

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296/296 [==============================] - 17s 57ms/step - loss: 0.3932 - accuracy: 0.8150

296/296 [==============================] - 18s 61ms/step - loss: 0.3932 - accuracy: 0.8150 - val_loss: 0.3740 - val_accuracy: 0.8218
Epoch 15/50

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296/296 [==============================] - 18s 60ms/step - loss: 0.3893 - accuracy: 0.8184

296/296 [==============================] - 19s 65ms/step - loss: 0.3893 - accuracy: 0.8184 - val_loss: 0.3824 - val_accuracy: 0.8174
Epoch 16/50

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296/296 [==============================] - 17s 57ms/step - loss: 0.3908 - accuracy: 0.8136

296/296 [==============================] - 18s 62ms/step - loss: 0.3908 - accuracy: 0.8136 - val_loss: 0.3750 - val_accuracy: 0.8212
Epoch 17/50

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296/296 [==============================] - 17s 57ms/step - loss: 0.3976 - accuracy: 0.8159

296/296 [==============================] - 18s 62ms/step - loss: 0.3976 - accuracy: 0.8159 - val_loss: 0.4022 - val_accuracy: 0.7882
Epoch 18/50

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296/296 [==============================] - 19s 65ms/step - loss: 0.3870 - accuracy: 0.8157

296/296 [==============================] - 21s 70ms/step - loss: 0.3870 - accuracy: 0.8157 - val_loss: 0.3840 - val_accuracy: 0.8193
Epoch 19/50

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296/296 [==============================] - 18s 60ms/step - loss: 0.3866 - accuracy: 0.8161

296/296 [==============================] - 19s 65ms/step - loss: 0.3866 - accuracy: 0.8161 - val_loss: 0.3747 - val_accuracy: 0.8256
Epoch 20/50

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296/296 [==============================] - 18s 61ms/step - loss: 0.3889 - accuracy: 0.8212

296/296 [==============================] - 19s 65ms/step - loss: 0.3889 - accuracy: 0.8212 - val_loss: 0.3757 - val_accuracy: 0.8320
Epoch 21/50

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296/296 [==============================] - 18s 61ms/step - loss: 0.3897 - accuracy: 0.8146 - val_loss: 0.3772 - val_accuracy: 0.8231
Epoch 22/50

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296/296 [==============================] - 17s 57ms/step - loss: 0.3840 - accuracy: 0.8184

296/296 [==============================] - 18s 61ms/step - loss: 0.3840 - accuracy: 0.8184 - val_loss: 0.3793 - val_accuracy: 0.8142
Epoch 23/50

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296/296 [==============================] - 17s 56ms/step - loss: 0.3842 - accuracy: 0.8189

296/296 [==============================] - 18s 61ms/step - loss: 0.3842 - accuracy: 0.8189 - val_loss: 0.4015 - val_accuracy: 0.7939

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50/50 [==============================] - 1s 14ms/step
Fold 1 Accuracy: 0.1471148 
Processing fold 2 
Epoch 1/50

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WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0138s vs `on_train_batch_end` time: 0.0380s). Check your callbacks.


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296/296 [==============================] - 18s 56ms/step - loss: 0.4992 - accuracy: 0.7783

296/296 [==============================] - 19s 63ms/step - loss: 0.4992 - accuracy: 0.7783 - val_loss: 0.4118 - val_accuracy: 0.8079
Epoch 2/50

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296/296 [==============================] - 17s 56ms/step - loss: 0.4090 - accuracy: 0.8123

296/296 [==============================] - 18s 60ms/step - loss: 0.4090 - accuracy: 0.8123 - val_loss: 0.3406 - val_accuracy: 0.8427
Epoch 3/50

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296/296 [==============================] - 17s 57ms/step - loss: 0.3641 - accuracy: 0.8339

296/296 [==============================] - 18s 62ms/step - loss: 0.3641 - accuracy: 0.8339 - val_loss: 0.4730 - val_accuracy: 0.7863
Epoch 4/50

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296/296 [==============================] - 17s 58ms/step - loss: 0.3496 - accuracy: 0.8444

296/296 [==============================] - 19s 63ms/step - loss: 0.3496 - accuracy: 0.8444 - val_loss: 0.3436 - val_accuracy: 0.8510
Epoch 5/50

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296/296 [==============================] - 20s 67ms/step - loss: 0.3380 - accuracy: 0.8459

296/296 [==============================] - 22s 75ms/step - loss: 0.3380 - accuracy: 0.8459 - val_loss: 0.3461 - val_accuracy: 0.8377
Epoch 6/50

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296/296 [==============================] - 165s 558ms/step - loss: 0.3372 - accuracy: 0.8514

296/296 [==============================] - 177s 600ms/step - loss: 0.3372 - accuracy: 0.8514 - val_loss: 0.3052 - val_accuracy: 0.8675
Epoch 7/50

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296/296 [==============================] - 18s 61ms/step - loss: 0.3008 - accuracy: 0.8618

296/296 [==============================] - 19s 65ms/step - loss: 0.3008 - accuracy: 0.8618 - val_loss: 0.2815 - val_accuracy: 0.8757
Epoch 8/50

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296/296 [==============================] - 17s 56ms/step - loss: 0.2805 - accuracy: 0.8717

296/296 [==============================] - 18s 61ms/step - loss: 0.2805 - accuracy: 0.8717 - val_loss: 0.2634 - val_accuracy: 0.8770
Epoch 9/50

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296/296 [==============================] - 17s 59ms/step - loss: 0.2716 - accuracy: 0.8789

296/296 [==============================] - 19s 63ms/step - loss: 0.2716 - accuracy: 0.8789 - val_loss: 0.2599 - val_accuracy: 0.8814
Epoch 10/50

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296/296 [==============================] - 17s 58ms/step - loss: 0.2654 - accuracy: 0.8755

296/296 [==============================] - 19s 63ms/step - loss: 0.2654 - accuracy: 0.8755 - val_loss: 0.2644 - val_accuracy: 0.8922
Epoch 11/50

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296/296 [==============================] - 19s 63ms/step - loss: 0.2630 - accuracy: 0.8797

296/296 [==============================] - 20s 68ms/step - loss: 0.2630 - accuracy: 0.8797 - val_loss: 0.2524 - val_accuracy: 0.8859
Epoch 12/50

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296/296 [==============================] - 19s 63ms/step - loss: 0.2656 - accuracy: 0.8768

296/296 [==============================] - 20s 68ms/step - loss: 0.2656 - accuracy: 0.8768 - val_loss: 0.2514 - val_accuracy: 0.8897
Epoch 13/50

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296/296 [==============================] - 18s 61ms/step - loss: 0.2646 - accuracy: 0.8804

296/296 [==============================] - 19s 65ms/step - loss: 0.2646 - accuracy: 0.8804 - val_loss: 0.2566 - val_accuracy: 0.8827
Epoch 14/50

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296/296 [==============================] - 17s 59ms/step - loss: 0.2607 - accuracy: 0.8856

296/296 [==============================] - 19s 63ms/step - loss: 0.2607 - accuracy: 0.8856 - val_loss: 0.2464 - val_accuracy: 0.8821
Epoch 15/50

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296/296 [==============================] - 17s 58ms/step - loss: 0.2616 - accuracy: 0.8831

296/296 [==============================] - 18s 62ms/step - loss: 0.2616 - accuracy: 0.8831 - val_loss: 0.2655 - val_accuracy: 0.8719
Epoch 16/50

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296/296 [==============================] - 19s 64ms/step - loss: 0.2526 - accuracy: 0.8850

296/296 [==============================] - 20s 68ms/step - loss: 0.2526 - accuracy: 0.8850 - val_loss: 0.2406 - val_accuracy: 0.8897
Epoch 17/50

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296/296 [==============================] - 18s 60ms/step - loss: 0.2551 - accuracy: 0.8827

296/296 [==============================] - 19s 64ms/step - loss: 0.2551 - accuracy: 0.8827 - val_loss: 0.3658 - val_accuracy: 0.8497
Epoch 18/50

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296/296 [==============================] - 18s 60ms/step - loss: 0.2529 - accuracy: 0.8797

296/296 [==============================] - 19s 65ms/step - loss: 0.2529 - accuracy: 0.8797 - val_loss: 0.2945 - val_accuracy: 0.8732
Epoch 19/50

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296/296 [==============================] - 19s 64ms/step - loss: 0.2579 - accuracy: 0.8804

296/296 [==============================] - 20s 69ms/step - loss: 0.2579 - accuracy: 0.8804 - val_loss: 0.2410 - val_accuracy: 0.8909
Epoch 20/50

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296/296 [==============================] - 18s 61ms/step - loss: 0.2473 - accuracy: 0.8897

296/296 [==============================] - 20s 66ms/step - loss: 0.2473 - accuracy: 0.8897 - val_loss: 0.2580 - val_accuracy: 0.8827
Epoch 21/50

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296/296 [==============================] - 18s 60ms/step - loss: 0.2442 - accuracy: 0.8861

296/296 [==============================] - 19s 64ms/step - loss: 0.2442 - accuracy: 0.8861 - val_loss: 0.2380 - val_accuracy: 0.8941
Epoch 22/50

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296/296 [==============================] - 18s 59ms/step - loss: 0.2441 - accuracy: 0.8827

296/296 [==============================] - 19s 64ms/step - loss: 0.2441 - accuracy: 0.8827 - val_loss: 0.2526 - val_accuracy: 0.8884
Epoch 23/50

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296/296 [==============================] - 18s 60ms/step - loss: 0.2540 - accuracy: 0.8818

296/296 [==============================] - 19s 65ms/step - loss: 0.2540 - accuracy: 0.8818 - val_loss: 0.2907 - val_accuracy: 0.8484
Epoch 24/50

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296/296 [==============================] - 27s 90ms/step - loss: 0.2458 - accuracy: 0.8871

296/296 [==============================] - 29s 97ms/step - loss: 0.2458 - accuracy: 0.8871 - val_loss: 0.2634 - val_accuracy: 0.8725
Epoch 25/50

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296/296 [==============================] - 21s 72ms/step - loss: 0.2394 - accuracy: 0.8909

296/296 [==============================] - 23s 77ms/step - loss: 0.2394 - accuracy: 0.8909 - val_loss: 0.2434 - val_accuracy: 0.8865
Epoch 26/50

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296/296 [==============================] - 21s 72ms/step - loss: 0.2430 - accuracy: 0.8899

296/296 [==============================] - 23s 77ms/step - loss: 0.2430 - accuracy: 0.8899 - val_loss: 0.2415 - val_accuracy: 0.8903
Epoch 27/50

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296/296 [==============================] - 31s 105ms/step - loss: 0.2325 - accuracy: 0.8945

296/296 [==============================] - 34s 117ms/step - loss: 0.2325 - accuracy: 0.8945 - val_loss: 0.2798 - val_accuracy: 0.8795
Epoch 28/50

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296/296 [==============================] - 25s 84ms/step - loss: 0.2419 - accuracy: 0.8859 - val_loss: 0.2410 - val_accuracy: 0.8928
Epoch 29/50

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296/296 [==============================] - 17s 58ms/step - loss: 0.2388 - accuracy: 0.8922

296/296 [==============================] - 18s 62ms/step - loss: 0.2388 - accuracy: 0.8922 - val_loss: 0.2279 - val_accuracy: 0.8998
Epoch 30/50

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296/296 [==============================] - 17s 59ms/step - loss: 0.2328 - accuracy: 0.8918

296/296 [==============================] - 19s 63ms/step - loss: 0.2328 - accuracy: 0.8918 - val_loss: 0.2350 - val_accuracy: 0.9004
Epoch 31/50

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296/296 [==============================] - 18s 59ms/step - loss: 0.2338 - accuracy: 0.8892

296/296 [==============================] - 19s 64ms/step - loss: 0.2338 - accuracy: 0.8892 - val_loss: 0.2328 - val_accuracy: 0.8954
Epoch 32/50

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296/296 [==============================] - 17s 58ms/step - loss: 0.2315 - accuracy: 0.8954

296/296 [==============================] - 18s 62ms/step - loss: 0.2315 - accuracy: 0.8954 - val_loss: 0.2480 - val_accuracy: 0.8909
Epoch 33/50

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296/296 [==============================] - 17s 57ms/step - loss: 0.2283 - accuracy: 0.8952

296/296 [==============================] - 18s 61ms/step - loss: 0.2283 - accuracy: 0.8952 - val_loss: 0.2405 - val_accuracy: 0.8941
Epoch 34/50

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296/296 [==============================] - 17s 56ms/step - loss: 0.2309 - accuracy: 0.8935

296/296 [==============================] - 18s 61ms/step - loss: 0.2309 - accuracy: 0.8935 - val_loss: 0.2345 - val_accuracy: 0.8954
Epoch 35/50

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296/296 [==============================] - 16s 55ms/step - loss: 0.2369 - accuracy: 0.8952

296/296 [==============================] - 17s 59ms/step - loss: 0.2369 - accuracy: 0.8952 - val_loss: 0.2477 - val_accuracy: 0.8878
Epoch 36/50

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296/296 [==============================] - 16s 54ms/step - loss: 0.2275 - accuracy: 0.8960

296/296 [==============================] - 17s 58ms/step - loss: 0.2275 - accuracy: 0.8960 - val_loss: 0.2422 - val_accuracy: 0.8871
Epoch 37/50

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296/296 [==============================] - 16s 54ms/step - loss: 0.2328 - accuracy: 0.9000

296/296 [==============================] - 17s 59ms/step - loss: 0.2328 - accuracy: 0.9000 - val_loss: 0.2387 - val_accuracy: 0.8909
Epoch 38/50

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296/296 [==============================] - 17s 58ms/step - loss: 0.2202 - accuracy: 0.8966

296/296 [==============================] - 19s 63ms/step - loss: 0.2202 - accuracy: 0.8966 - val_loss: 0.2359 - val_accuracy: 0.8992
Epoch 39/50

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296/296 [==============================] - 16s 55ms/step - loss: 0.2213 - accuracy: 0.9007

296/296 [==============================] - 18s 59ms/step - loss: 0.2213 - accuracy: 0.9007 - val_loss: 0.2314 - val_accuracy: 0.8973

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50/50 [==============================] - 1s 14ms/step
Fold 2 Accuracy: 0.1084337 
Processing fold 3 
Epoch 1/50

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WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0145s vs `on_train_batch_end` time: 0.0393s). Check your callbacks.


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296/296 [==============================] - 17s 56ms/step - loss: 0.5056 - accuracy: 0.7770

296/296 [==============================] - 19s 62ms/step - loss: 0.5056 - accuracy: 0.7770 - val_loss: 0.4497 - val_accuracy: 0.8148
Epoch 2/50

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296/296 [==============================] - 17s 56ms/step - loss: 0.4472 - accuracy: 0.7846

296/296 [==============================] - 18s 60ms/step - loss: 0.4472 - accuracy: 0.7846 - val_loss: 0.5041 - val_accuracy: 0.7616
Epoch 3/50

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296/296 [==============================] - 16s 55ms/step - loss: 0.4310 - accuracy: 0.7988

296/296 [==============================] - 18s 59ms/step - loss: 0.4310 - accuracy: 0.7988 - val_loss: 0.4244 - val_accuracy: 0.8174
Epoch 4/50

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296/296 [==============================] - 16s 56ms/step - loss: 0.4211 - accuracy: 0.7981

296/296 [==============================] - 18s 60ms/step - loss: 0.4211 - accuracy: 0.7981 - val_loss: 0.4357 - val_accuracy: 0.7971
Epoch 5/50

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296/296 [==============================] - 16s 55ms/step - loss: 0.4085 - accuracy: 0.8131

296/296 [==============================] - 18s 59ms/step - loss: 0.4085 - accuracy: 0.8131 - val_loss: 0.4409 - val_accuracy: 0.7755
Epoch 6/50

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296/296 [==============================] - 16s 54ms/step - loss: 0.4137 - accuracy: 0.8064

296/296 [==============================] - 17s 58ms/step - loss: 0.4137 - accuracy: 0.8064 - val_loss: 0.4340 - val_accuracy: 0.8129
Epoch 7/50

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296/296 [==============================] - 16s 55ms/step - loss: 0.3983 - accuracy: 0.8155

296/296 [==============================] - 17s 59ms/step - loss: 0.3983 - accuracy: 0.8155 - val_loss: 0.4288 - val_accuracy: 0.7990
Epoch 8/50

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296/296 [==============================] - 16s 54ms/step - loss: 0.4031 - accuracy: 0.8131

296/296 [==============================] - 17s 58ms/step - loss: 0.4031 - accuracy: 0.8131 - val_loss: 0.3914 - val_accuracy: 0.8205
Epoch 9/50

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296/296 [==============================] - 16s 54ms/step - loss: 0.3992 - accuracy: 0.8150

296/296 [==============================] - 17s 58ms/step - loss: 0.3992 - accuracy: 0.8150 - val_loss: 0.4075 - val_accuracy: 0.8015
Epoch 10/50

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296/296 [==============================] - 17s 57ms/step - loss: 0.3999 - accuracy: 0.8146

296/296 [==============================] - 18s 62ms/step - loss: 0.3999 - accuracy: 0.8146 - val_loss: 0.3959 - val_accuracy: 0.8186
Epoch 11/50

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296/296 [==============================] - 17s 56ms/step - loss: 0.3901 - accuracy: 0.8134

296/296 [==============================] - 18s 60ms/step - loss: 0.3901 - accuracy: 0.8134 - val_loss: 0.4005 - val_accuracy: 0.7939
Epoch 12/50

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296/296 [==============================] - 17s 58ms/step - loss: 0.3943 - accuracy: 0.8146

296/296 [==============================] - 19s 63ms/step - loss: 0.3943 - accuracy: 0.8146 - val_loss: 0.4077 - val_accuracy: 0.7977
Epoch 13/50

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296/296 [==============================] - 17s 57ms/step - loss: 0.3950 - accuracy: 0.8191

296/296 [==============================] - 18s 61ms/step - loss: 0.3950 - accuracy: 0.8191 - val_loss: 0.3861 - val_accuracy: 0.8205
Epoch 14/50

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296/296 [==============================] - 17s 58ms/step - loss: 0.3859 - accuracy: 0.8222

296/296 [==============================] - 18s 62ms/step - loss: 0.3859 - accuracy: 0.8222 - val_loss: 0.3996 - val_accuracy: 0.8117
Epoch 15/50

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296/296 [==============================] - 17s 56ms/step - loss: 0.3870 - accuracy: 0.8174

296/296 [==============================] - 18s 61ms/step - loss: 0.3870 - accuracy: 0.8174 - val_loss: 0.3840 - val_accuracy: 0.8269
Epoch 16/50

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296/296 [==============================] - 17s 58ms/step - loss: 0.3852 - accuracy: 0.8182

296/296 [==============================] - 18s 62ms/step - loss: 0.3852 - accuracy: 0.8182 - val_loss: 0.3931 - val_accuracy: 0.8129
Epoch 17/50

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296/296 [==============================] - 17s 57ms/step - loss: 0.3852 - accuracy: 0.8208

296/296 [==============================] - 18s 61ms/step - loss: 0.3852 - accuracy: 0.8208 - val_loss: 0.3989 - val_accuracy: 0.8091
Epoch 18/50

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296/296 [==============================] - 16s 56ms/step - loss: 0.3797 - accuracy: 0.8244

296/296 [==============================] - 18s 60ms/step - loss: 0.3797 - accuracy: 0.8244 - val_loss: 0.4103 - val_accuracy: 0.8110
Epoch 19/50

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296/296 [==============================] - 16s 56ms/step - loss: 0.3841 - accuracy: 0.8203

296/296 [==============================] - 18s 60ms/step - loss: 0.3841 - accuracy: 0.8203 - val_loss: 0.3898 - val_accuracy: 0.8180
Epoch 20/50

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296/296 [==============================] - 16s 55ms/step - loss: 0.3805 - accuracy: 0.8214

296/296 [==============================] - 17s 59ms/step - loss: 0.3805 - accuracy: 0.8214 - val_loss: 0.4173 - val_accuracy: 0.7876
Epoch 21/50

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296/296 [==============================] - 16s 53ms/step - loss: 0.3861 - accuracy: 0.8216

296/296 [==============================] - 17s 57ms/step - loss: 0.3861 - accuracy: 0.8216 - val_loss: 0.3881 - val_accuracy: 0.8193
Epoch 22/50

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296/296 [==============================] - 16s 53ms/step - loss: 0.3765 - accuracy: 0.8246

296/296 [==============================] - 17s 57ms/step - loss: 0.3765 - accuracy: 0.8246 - val_loss: 0.3865 - val_accuracy: 0.8231
Epoch 23/50

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296/296 [==============================] - 16s 53ms/step - loss: 0.3815 - accuracy: 0.8163

296/296 [==============================] - 17s 57ms/step - loss: 0.3815 - accuracy: 0.8163 - val_loss: 0.3808 - val_accuracy: 0.8231
Epoch 24/50

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296/296 [==============================] - 16s 53ms/step - loss: 0.3756 - accuracy: 0.8275

296/296 [==============================] - 17s 58ms/step - loss: 0.3756 - accuracy: 0.8275 - val_loss: 0.3887 - val_accuracy: 0.8193
Epoch 25/50

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296/296 [==============================] - 16s 56ms/step - loss: 0.3796 - accuracy: 0.8235

296/296 [==============================] - 18s 60ms/step - loss: 0.3796 - accuracy: 0.8235 - val_loss: 0.4091 - val_accuracy: 0.8091
Epoch 26/50

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296/296 [==============================] - 17s 57ms/step - loss: 0.3825 - accuracy: 0.8229

296/296 [==============================] - 18s 61ms/step - loss: 0.3825 - accuracy: 0.8229 - val_loss: 0.3890 - val_accuracy: 0.8218
Epoch 27/50

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296/296 [==============================] - 17s 57ms/step - loss: 0.3733 - accuracy: 0.8275

296/296 [==============================] - 18s 61ms/step - loss: 0.3733 - accuracy: 0.8275 - val_loss: 0.3889 - val_accuracy: 0.8205
Epoch 28/50

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296/296 [==============================] - 17s 57ms/step - loss: 0.3734 - accuracy: 0.8279

296/296 [==============================] - 18s 61ms/step - loss: 0.3734 - accuracy: 0.8279 - val_loss: 0.3960 - val_accuracy: 0.8129
Epoch 29/50

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296/296 [==============================] - 18s 60ms/step - loss: 0.3686 - accuracy: 0.8260

296/296 [==============================] - 19s 64ms/step - loss: 0.3686 - accuracy: 0.8260 - val_loss: 0.3929 - val_accuracy: 0.8244
Epoch 30/50

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296/296 [==============================] - 17s 58ms/step - loss: 0.3733 - accuracy: 0.8210

296/296 [==============================] - 19s 63ms/step - loss: 0.3733 - accuracy: 0.8210 - val_loss: 0.4016 - val_accuracy: 0.8282
Epoch 31/50

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296/296 [==============================] - 17s 58ms/step - loss: 0.3707 - accuracy: 0.8286

296/296 [==============================] - 19s 63ms/step - loss: 0.3707 - accuracy: 0.8286 - val_loss: 0.3990 - val_accuracy: 0.8218
Epoch 32/50

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296/296 [==============================] - 17s 58ms/step - loss: 0.3709 - accuracy: 0.8263

296/296 [==============================] - 19s 63ms/step - loss: 0.3709 - accuracy: 0.8263 - val_loss: 0.3873 - val_accuracy: 0.8231
Epoch 33/50

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296/296 [==============================] - 17s 58ms/step - loss: 0.3715 - accuracy: 0.8239

296/296 [==============================] - 19s 63ms/step - loss: 0.3715 - accuracy: 0.8239 - val_loss: 0.3939 - val_accuracy: 0.8218

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50/50 [==============================] - 1s 16ms/step

50/50 [==============================] - 1s 16ms/step
Fold 3 Accuracy: 0.07006975 
Processing fold 4 

2024-04-27 21:35:10.635554: W tensorflow/core/common_runtime/bfc_allocator.cc:479] Allocator (GPU_0_bfc) ran out of memory trying to allocate 1.16GiB (rounded to 1245708288)requested by op Mul
If the cause is memory fragmentation maybe the environment variable 'TF_GPU_ALLOCATOR=cuda_malloc_async' will improve the situation. 
Current allocation summary follows.
Current allocation summary follows.
2024-04-27 21:35:10.636046: I tensorflow/core/common_runtime/bfc_allocator.cc:1033] BFCAllocator dump for GPU_0_bfc
2024-04-27 21:35:10.636274: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (256):  Total Chunks: 141, Chunks in use: 141. 35.2KiB allocated for chunks. 35.2KiB in use in bin. 9.9KiB client-requested in use in bin.
2024-04-27 21:35:10.636522: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (512):  Total Chunks: 29, Chunks in use: 29. 15.0KiB allocated for chunks. 15.0KiB in use in bin. 13.2KiB client-requested in use in bin.
2024-04-27 21:35:10.636836: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (1024):     Total Chunks: 20, Chunks in use: 20. 20.8KiB allocated for chunks. 20.8KiB in use in bin. 20.0KiB client-requested in use in bin.
2024-04-27 21:35:10.636990: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (2048):     Total Chunks: 19, Chunks in use: 19. 38.5KiB allocated for chunks. 38.5KiB in use in bin. 38.0KiB client-requested in use in bin.
2024-04-27 21:35:10.637295: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (4096):     Total Chunks: 11, Chunks in use: 10. 46.5KiB allocated for chunks. 40.0KiB in use in bin. 40.0KiB client-requested in use in bin.
2024-04-27 21:35:10.637496: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (8192):     Total Chunks: 9, Chunks in use: 9. 80.0KiB allocated for chunks. 80.0KiB in use in bin. 72.0KiB client-requested in use in bin.
2024-04-27 21:35:10.637630: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (16384):    Total Chunks: 10, Chunks in use: 8. 237.2KiB allocated for chunks. 192.0KiB in use in bin. 192.0KiB client-requested in use in bin.
2024-04-27 21:35:10.637871: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (32768):    Total Chunks: 15, Chunks in use: 11. 616.0KiB allocated for chunks. 414.8KiB in use in bin. 336.0KiB client-requested in use in bin.
2024-04-27 21:35:10.638091: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (65536):    Total Chunks: 8, Chunks in use: 8. 768.0KiB allocated for chunks. 768.0KiB in use in bin. 768.0KiB client-requested in use in bin.
2024-04-27 21:35:10.638298: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (131072):   Total Chunks: 12, Chunks in use: 11. 1.63MiB allocated for chunks. 1.44MiB in use in bin. 1.31MiB client-requested in use in bin.
2024-04-27 21:35:10.638549: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (262144):   Total Chunks: 10, Chunks in use: 10. 3.75MiB allocated for chunks. 3.75MiB in use in bin. 3.75MiB client-requested in use in bin.
2024-04-27 21:35:10.638823: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (524288):   Total Chunks: 10, Chunks in use: 9. 5.25MiB allocated for chunks. 4.50MiB in use in bin. 4.50MiB client-requested in use in bin.
2024-04-27 21:35:10.638999: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (1048576):  Total Chunks: 6, Chunks in use: 6. 9.00MiB allocated for chunks. 9.00MiB in use in bin. 9.00MiB client-requested in use in bin.
2024-04-27 21:35:10.639192: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (2097152):  Total Chunks: 6, Chunks in use: 4. 15.45MiB allocated for chunks. 9.65MiB in use in bin. 6.00MiB client-requested in use in bin.
2024-04-27 21:35:10.639349: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (4194304):  Total Chunks: 11, Chunks in use: 10. 66.00MiB allocated for chunks. 60.00MiB in use in bin. 60.00MiB client-requested in use in bin.
2024-04-27 21:35:10.639600: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (8388608):  Total Chunks: 2, Chunks in use: 0. 24.00MiB allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.
2024-04-27 21:35:10.639720: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (16777216):     Total Chunks: 0, Chunks in use: 0. 0B allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.
2024-04-27 21:35:10.639920: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (33554432):     Total Chunks: 0, Chunks in use: 0. 0B allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.
2024-04-27 21:35:10.640054: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (67108864):     Total Chunks: 0, Chunks in use: 0. 0B allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.
2024-04-27 21:35:10.640310: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (134217728):    Total Chunks: 0, Chunks in use: 0. 0B allocated for chunks. 0B in use in bin. 0B client-requested in use in bin.
2024-04-27 21:35:10.640446: I tensorflow/core/common_runtime/bfc_allocator.cc:1040] Bin (268435456):    Total Chunks: 12, Chunks in use: 10. 13.27GiB allocated for chunks. 11.60GiB in use in bin. 11.60GiB client-requested in use in bin.
2024-04-27 21:35:10.640671: I tensorflow/core/common_runtime/bfc_allocator.cc:1056] Bin for 1.16GiB was 256.00MiB, Chunk State: 
2024-04-27 21:35:10.640791: I tensorflow/core/common_runtime/bfc_allocator.cc:1062]   Size: 614.74MiB | Requested Size: 256B | in_use: 0 | bin_num: 20, prev:   Size: 384.0KiB | Requested Size: 384.0KiB | in_use: 1 | bin_num: -1
2024-04-27 21:35:10.641030: I tensorflow/core/common_runtime/bfc_allocator.cc:1062]   Size: 1.07GiB | Requested Size: 256B | in_use: 0 | bin_num: 20, prev:   Size: 6.00MiB | Requested Size: 6.00MiB | in_use: 1 | bin_num: -1, next:   Size: 1.16GiB | Requested Size: 1.16GiB | in_use: 1 | bin_num: -1
2024-04-27 21:35:10.641343: I tensorflow/core/common_runtime/bfc_allocator.cc:1069] Next region of size 14383316992
2024-04-27 21:35:10.641901: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09800000 of size 256 next 1
2024-04-27 21:35:10.642023: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09800100 of size 1280 next 2
2024-04-27 21:35:10.642133: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09800600 of size 256 next 3
2024-04-27 21:35:10.642265: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09800700 of size 256 next 4
2024-04-27 21:35:10.642339: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09800800 of size 256 next 6
2024-04-27 21:35:10.642405: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09800900 of size 256 next 7
2024-04-27 21:35:10.642472: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09800a00 of size 256 next 5
2024-04-27 21:35:10.642572: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09800b00 of size 256 next 8
2024-04-27 21:35:10.642729: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09800c00 of size 256 next 13
2024-04-27 21:35:10.642835: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09800d00 of size 256 next 11
2024-04-27 21:35:10.642904: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09800e00 of size 256 next 9
2024-04-27 21:35:10.643028: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09800f00 of size 512 next 10
2024-04-27 21:35:10.643097: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09801100 of size 512 next 17
2024-04-27 21:35:10.643196: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09801300 of size 256 next 12
2024-04-27 21:35:10.643360: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09801400 of size 256 next 16
2024-04-27 21:35:10.643451: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09801500 of size 1024 next 22
2024-04-27 21:35:10.643517: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09801900 of size 256 next 20
2024-04-27 21:35:10.643586: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09801a00 of size 256 next 21
2024-04-27 21:35:10.643738: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09801b00 of size 2048 next 27
2024-04-27 21:35:10.643812: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09802300 of size 256 next 25
2024-04-27 21:35:10.643889: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09802400 of size 256 next 26
2024-04-27 21:35:10.644040: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09802500 of size 4096 next 32
2024-04-27 21:35:10.644125: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09803500 of size 256 next 30
2024-04-27 21:35:10.644206: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09803600 of size 256 next 31
2024-04-27 21:35:10.644289: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09803700 of size 2048 next 37
2024-04-27 21:35:10.644375: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09803f00 of size 256 next 35
2024-04-27 21:35:10.644575: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09804000 of size 256 next 36
2024-04-27 21:35:10.644699: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09804100 of size 1024 next 40
2024-04-27 21:35:10.644849: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09804500 of size 256 next 41
2024-04-27 21:35:10.644943: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09804600 of size 256 next 44
2024-04-27 21:35:10.645089: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09804700 of size 512 next 45
2024-04-27 21:35:10.645272: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09804900 of size 256 next 46
2024-04-27 21:35:10.645394: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09804a00 of size 256 next 49
2024-04-27 21:35:10.645529: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09804b00 of size 34304 next 14
2024-04-27 21:35:10.645615: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0980d100 of size 24576 next 15
2024-04-27 21:35:10.645716: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09813100 of size 98304 next 75
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2024-04-27 21:35:10.646889: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0983bc00 of size 2048 next 100
2024-04-27 21:35:10.647042: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0983c400 of size 4096 next 102
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2024-04-27 21:35:10.653673: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0997d600 of size 4096 next 81
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2024-04-27 21:35:10.654618: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09983200 of size 32768 next 54
2024-04-27 21:35:10.654726: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at b0998b200 of size 65280 next 48
2024-04-27 21:35:10.654829: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0999b100 of size 131072 next 47
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2024-04-27 21:35:10.655360: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09a7b100 of size 2097152 next 29
2024-04-27 21:35:10.655469: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b09c7b100 of size 1572864 next 28
2024-04-27 21:35:10.655583: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at b09dfb100 of size 12582912 next 34
2024-04-27 21:35:10.655724: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b0a9fb100 of size 6291456 next 33
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2024-04-27 21:35:10.656098: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b559fb100 of size 524288 next 84
2024-04-27 21:35:10.656207: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b55a7b100 of size 1572864 next 99
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2024-04-27 21:35:10.656583: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b5627b100 of size 131072 next 107
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2024-04-27 21:35:10.656949: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at b56423100 of size 2262784 next 146
2024-04-27 21:35:10.657050: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b5664b800 of size 524288 next 173
2024-04-27 21:35:10.657214: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b566cb800 of size 393216 next 193
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2024-04-27 21:35:10.657449: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56a02d00 of size 4096 next 179
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2024-04-27 21:35:10.658365: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ac2d00 of size 131072 next 201
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2024-04-27 21:35:10.660242: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ae5900 of size 2048 next 230
2024-04-27 21:35:10.660355: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ae6100 of size 4096 next 242
2024-04-27 21:35:10.660515: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ae7100 of size 2048 next 231
2024-04-27 21:35:10.660630: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ae7900 of size 1024 next 248
2024-04-27 21:35:10.660742: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ae7d00 of size 4096 next 268
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2024-04-27 21:35:10.661005: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56ae9100 of size 512 next 272
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2024-04-27 21:35:10.661445: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at b56af1900 of size 50944 next 225
2024-04-27 21:35:10.661614: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56afe000 of size 256 next 226
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2024-04-27 21:35:10.661988: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56afe300 of size 256 next 244
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2024-04-27 21:35:10.662337: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56afe600 of size 512 next 217
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2024-04-27 21:35:10.662862: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56aff200 of size 256 next 246
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2024-04-27 21:35:10.663146: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56aff400 of size 2048 next 329
2024-04-27 21:35:10.663265: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56affc00 of size 4096 next 332
2024-04-27 21:35:10.663381: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at b56b00c00 of size 6656 next 232
2024-04-27 21:35:10.663497: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b02600 of size 256 next 252
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2024-04-27 21:35:10.664153: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b02b00 of size 256 next 228
2024-04-27 21:35:10.664259: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b02c00 of size 512 next 221
2024-04-27 21:35:10.664412: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b02e00 of size 256 next 227
2024-04-27 21:35:10.664536: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b02f00 of size 256 next 261
2024-04-27 21:35:10.664701: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b03000 of size 512 next 263
2024-04-27 21:35:10.664830: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b03200 of size 1024 next 265
2024-04-27 21:35:10.664954: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b03600 of size 2048 next 266
2024-04-27 21:35:10.665116: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b03e00 of size 2304 next 256
2024-04-27 21:35:10.665236: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b04700 of size 8192 next 233
2024-04-27 21:35:10.665353: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b06700 of size 256 next 254
2024-04-27 21:35:10.665526: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b06800 of size 256 next 243
2024-04-27 21:35:10.665809: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b06900 of size 256 next 277
2024-04-27 21:35:10.665955: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b06a00 of size 512 next 278
2024-04-27 21:35:10.666066: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b06c00 of size 256 next 279
2024-04-27 21:35:10.666210: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b06d00 of size 256 next 280
2024-04-27 21:35:10.666390: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b06e00 of size 512 next 282
2024-04-27 21:35:10.666481: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b07000 of size 1024 next 284
2024-04-27 21:35:10.666571: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b07400 of size 2048 next 286
2024-04-27 21:35:10.666668: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b07c00 of size 4096 next 288
2024-04-27 21:35:10.666830: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b08c00 of size 2048 next 290
2024-04-27 21:35:10.666934: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b09400 of size 1024 next 292
2024-04-27 21:35:10.667057: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b09800 of size 512 next 294
2024-04-27 21:35:10.667229: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b09a00 of size 256 next 296
2024-04-27 21:35:10.667342: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b09b00 of size 256 next 298
2024-04-27 21:35:10.667452: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b09c00 of size 256 next 299
2024-04-27 21:35:10.667619: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b09d00 of size 256 next 300
2024-04-27 21:35:10.667728: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b09e00 of size 256 next 301
2024-04-27 21:35:10.667831: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b09f00 of size 256 next 302
2024-04-27 21:35:10.667938: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b0a000 of size 256 next 303
2024-04-27 21:35:10.668104: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b0a100 of size 256 next 304
2024-04-27 21:35:10.668210: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b0a200 of size 256 next 305
2024-04-27 21:35:10.668321: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b0a300 of size 256 next 306
2024-04-27 21:35:10.668457: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b0a400 of size 256 next 307
2024-04-27 21:35:10.668560: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b0a500 of size 256 next 308
2024-04-27 21:35:10.668708: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b0a600 of size 256 next 347
2024-04-27 21:35:10.668816: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b0a700 of size 256 next 322
2024-04-27 21:35:10.668926: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b0a800 of size 256 next 314
2024-04-27 21:35:10.669095: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b0a900 of size 256 next 325
2024-04-27 21:35:10.669210: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b0aa00 of size 256 next 319
2024-04-27 21:35:10.669302: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b0ab00 of size 256 next 366
2024-04-27 21:35:10.669458: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b0ac00 of size 256 next 160
2024-04-27 21:35:10.669532: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b0ad00 of size 393216 next 136
2024-04-27 21:35:10.669613: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6ad00 of size 256 next 158
2024-04-27 21:35:10.669722: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6ae00 of size 256 next 164
2024-04-27 21:35:10.669912: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6af00 of size 256 next 131
2024-04-27 21:35:10.670017: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6b000 of size 256 next 249
2024-04-27 21:35:10.670123: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6b100 of size 256 next 129
2024-04-27 21:35:10.670313: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6b200 of size 256 next 143
2024-04-27 21:35:10.670429: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6b300 of size 256 next 155
2024-04-27 21:35:10.670520: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6b400 of size 512 next 156
2024-04-27 21:35:10.670612: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6b600 of size 256 next 142
2024-04-27 21:35:10.670778: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6b700 of size 256 next 130
2024-04-27 21:35:10.670911: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6b800 of size 512 next 163
2024-04-27 21:35:10.671018: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6ba00 of size 1024 next 167
2024-04-27 21:35:10.671186: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6be00 of size 2048 next 168
2024-04-27 21:35:10.671266: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6c600 of size 4096 next 170
2024-04-27 21:35:10.671337: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6d600 of size 2048 next 172
2024-04-27 21:35:10.671480: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6de00 of size 1024 next 174
2024-04-27 21:35:10.671574: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6e200 of size 512 next 176
2024-04-27 21:35:10.671678: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6e400 of size 256 next 178
2024-04-27 21:35:10.671849: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6e500 of size 256 next 183
2024-04-27 21:35:10.671974: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6e600 of size 256 next 185
2024-04-27 21:35:10.672103: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6e700 of size 256 next 186
2024-04-27 21:35:10.672263: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6e800 of size 512 next 187
2024-04-27 21:35:10.672376: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6ea00 of size 256 next 188
2024-04-27 21:35:10.672541: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6eb00 of size 256 next 190
2024-04-27 21:35:10.672655: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6ec00 of size 512 next 192
2024-04-27 21:35:10.672765: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6ee00 of size 768 next 125
2024-04-27 21:35:10.672876: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b6f100 of size 8192 next 150
2024-04-27 21:35:10.673050: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at b56b71100 of size 40704 next 134
2024-04-27 21:35:10.673159: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b7b000 of size 64768 next 149
2024-04-27 21:35:10.673273: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56b8ad00 of size 131072 next 165
2024-04-27 21:35:10.673445: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56baad00 of size 131072 next 175
2024-04-27 21:35:10.673559: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56bcad00 of size 32768 next 177
2024-04-27 21:35:10.673660: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56bd2d00 of size 8192 next 180
2024-04-27 21:35:10.673760: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56bd4d00 of size 24576 next 189
2024-04-27 21:35:10.673926: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56bdad00 of size 1024 next 194
2024-04-27 21:35:10.674046: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56bdb100 of size 2048 next 195
2024-04-27 21:35:10.674159: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56bdb900 of size 4096 next 197
2024-04-27 21:35:10.674327: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56bdc900 of size 2048 next 198
2024-04-27 21:35:10.674447: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56bdd100 of size 1024 next 200
2024-04-27 21:35:10.674565: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56bdd500 of size 55296 next 181
2024-04-27 21:35:10.674737: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56bead00 of size 524288 next 152
2024-04-27 21:35:10.674860: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56c6ad00 of size 2097152 next 135
2024-04-27 21:35:10.674976: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56e6ad00 of size 1572864 next 126
2024-04-27 21:35:10.675154: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b56fead00 of size 6291456 next 313
2024-04-27 21:35:10.675272: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at b575ead00 of size 6291456 next 144
2024-04-27 21:35:10.675443: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b57bead00 of size 6291456 next 154
2024-04-27 21:35:10.675554: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b581ead00 of size 6291456 next 169
2024-04-27 21:35:10.675658: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b587ead00 of size 6291456 next 196
2024-04-27 21:35:10.675823: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b58dead00 of size 524288 next 199
2024-04-27 21:35:10.675932: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at b58e6ad00 of size 3822848 next 224
2024-04-27 21:35:10.676040: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b59210200 of size 98304 next 262
2024-04-27 21:35:10.676182: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b59228200 of size 163840 next 234
2024-04-27 21:35:10.676296: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b59250200 of size 131072 next 259
2024-04-27 21:35:10.676439: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b59270200 of size 32768 next 245
2024-04-27 21:35:10.676554: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b59278200 of size 24576 next 260
2024-04-27 21:35:10.676665: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b5927e200 of size 32768 next 273
2024-04-27 21:35:10.677035: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b59286200 of size 40960 next 251
2024-04-27 21:35:10.677188: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b59290200 of size 524288 next 255
2024-04-27 21:35:10.677311: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b59310200 of size 2970880 next 219
2024-04-27 21:35:10.677429: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b595e5700 of size 98304 next 157
2024-04-27 21:35:10.677601: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b595fd700 of size 393216 next 264
2024-04-27 21:35:10.677699: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b5965d700 of size 98304 next 281
2024-04-27 21:35:10.677806: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b59675700 of size 131072 next 293
2024-04-27 21:35:10.677968: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b59695700 of size 32768 next 295
2024-04-27 21:35:10.678074: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b5969d700 of size 8192 next 297
2024-04-27 21:35:10.678179: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b5969f700 of size 512 next 338
2024-04-27 21:35:10.678346: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b5969f900 of size 256 next 147
2024-04-27 21:35:10.678447: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b5969fa00 of size 256 next 316
2024-04-27 21:35:10.678553: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b5969fb00 of size 512 next 335
2024-04-27 21:35:10.678662: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at b5969fd00 of size 49152 next 311
2024-04-27 21:35:10.678833: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b596abd00 of size 24576 next 339
2024-04-27 21:35:10.678952: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at b596b1d00 of size 27648 next 334
2024-04-27 21:35:10.679069: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b596b8900 of size 256 next 341
2024-04-27 21:35:10.679250: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b596b8a00 of size 1024 next 348
2024-04-27 21:35:10.679355: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at b596b8e00 of size 18688 next 215
2024-04-27 21:35:10.679457: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b596bd700 of size 393216 next 223
2024-04-27 21:35:10.679649: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b5971d700 of size 1572864 next 237
2024-04-27 21:35:10.679756: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at b5989d700 of size 12582912 next 241
2024-04-27 21:35:10.679871: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b5a49d700 of size 6291456 next 235
2024-04-27 21:35:10.680052: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b5aa9d700 of size 6291456 next 267
2024-04-27 21:35:10.680164: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at b5b09d700 of size 1148574208 next 39
2024-04-27 21:35:10.680280: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at b9f7fb100 of size 1245708288 next 38
2024-04-27 21:35:10.680406: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at be9bfb100 of size 1245708288 next 103
2024-04-27 21:35:10.680594: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at c33ffb100 of size 1245708288 next 171
2024-04-27 21:35:10.680708: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at c7e3fb100 of size 1245708288 next 161
2024-04-27 21:35:10.680821: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at cc87fb100 of size 1245708288 next 153
2024-04-27 21:35:10.681006: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at d12bfb100 of size 1245708288 next 289
2024-04-27 21:35:10.681133: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at d5cffb100 of size 1245708288 next 257
2024-04-27 21:35:10.681254: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at da73fb100 of size 1245708288 next 253
2024-04-27 21:35:10.681423: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at df17fb100 of size 1245708288 next 269
2024-04-27 21:35:10.681532: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at e3bbfb100 of size 524288 next 270
2024-04-27 21:35:10.681643: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at e3bc7b100 of size 393216 next 283
2024-04-27 21:35:10.681750: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at e3bcdb100 of size 1572864 next 285
2024-04-27 21:35:10.681943: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at e3be5b100 of size 6291456 next 287
2024-04-27 21:35:10.682065: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at e3c45b100 of size 524288 next 291
2024-04-27 21:35:10.682187: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at e3c4db100 of size 196608 next 343
2024-04-27 21:35:10.682363: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at e3c50b100 of size 98304 next 369
2024-04-27 21:35:10.682474: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at e3c523100 of size 786432 next 310
2024-04-27 21:35:10.682628: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] InUse at e3c5e3100 of size 393216 next 333
2024-04-27 21:35:10.682791: I tensorflow/core/common_runtime/bfc_allocator.cc:1089] Free  at e3c643100 of size 644599552 next 18446744073709551615
2024-04-27 21:35:10.682922: I tensorflow/core/common_runtime/bfc_allocator.cc:1094]      Summary of in-use Chunks by size: 
2024-04-27 21:35:10.683092: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 141 Chunks of size 256 totalling 35.2KiB
2024-04-27 21:35:10.683170: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 27 Chunks of size 512 totalling 13.5KiB
2024-04-27 21:35:10.683259: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 2 Chunks of size 768 totalling 1.5KiB
2024-04-27 21:35:10.683414: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 18 Chunks of size 1024 totalling 18.0KiB
2024-04-27 21:35:10.683504: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 1 Chunks of size 1280 totalling 1.2KiB
2024-04-27 21:35:10.683634: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 1 Chunks of size 1536 totalling 1.5KiB
2024-04-27 21:35:10.683750: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 17 Chunks of size 2048 totalling 34.0KiB
2024-04-27 21:35:10.683908: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 2 Chunks of size 2304 totalling 4.5KiB
2024-04-27 21:35:10.684011: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 10 Chunks of size 4096 totalling 40.0KiB
2024-04-27 21:35:10.684086: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 7 Chunks of size 8192 totalling 56.0KiB
2024-04-27 21:35:10.684175: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 1 Chunks of size 9472 totalling 9.2KiB
2024-04-27 21:35:10.684351: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 1 Chunks of size 15104 totalling 14.8KiB
2024-04-27 21:35:10.684485: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 8 Chunks of size 24576 totalling 192.0KiB
2024-04-27 21:35:10.684606: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 7 Chunks of size 32768 totalling 224.0KiB
2024-04-27 21:35:10.684778: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 1 Chunks of size 34304 totalling 33.5KiB
2024-04-27 21:35:10.684905: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 1 Chunks of size 40960 totalling 40.0KiB
2024-04-27 21:35:10.685091: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 1 Chunks of size 55296 totalling 54.0KiB
2024-04-27 21:35:10.685215: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 1 Chunks of size 64768 totalling 63.2KiB
2024-04-27 21:35:10.685347: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 8 Chunks of size 98304 totalling 768.0KiB
2024-04-27 21:35:10.685514: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 9 Chunks of size 131072 totalling 1.12MiB
2024-04-27 21:35:10.685602: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 1 Chunks of size 163840 totalling 160.0KiB
2024-04-27 21:35:10.685681: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 1 Chunks of size 166912 totalling 163.0KiB
2024-04-27 21:35:10.685787: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 10 Chunks of size 393216 totalling 3.75MiB
2024-04-27 21:35:10.685984: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 9 Chunks of size 524288 totalling 4.50MiB
2024-04-27 21:35:10.686073: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 6 Chunks of size 1572864 totalling 9.00MiB
2024-04-27 21:35:10.686182: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 2 Chunks of size 2097152 totalling 4.00MiB
2024-04-27 21:35:10.686352: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 1 Chunks of size 2954496 totalling 2.82MiB
2024-04-27 21:35:10.686459: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 1 Chunks of size 2970880 totalling 2.83MiB
2024-04-27 21:35:10.686557: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 10 Chunks of size 6291456 totalling 60.00MiB
2024-04-27 21:35:10.686740: I tensorflow/core/common_runtime/bfc_allocator.cc:1097] 10 Chunks of size 1245708288 totalling 11.60GiB
2024-04-27 21:35:10.686857: I tensorflow/core/common_runtime/bfc_allocator.cc:1101] Sum Total of in-use chunks: 11.69GiB
2024-04-27 21:35:10.686965: I tensorflow/core/common_runtime/bfc_allocator.cc:1103] total_region_allocated_bytes_: 14383316992 memory_limit_: 14383316992 available bytes: 0 curr_region_allocation_bytes_: 28766633984
2024-04-27 21:35:10.687237: I tensorflow/core/common_runtime/bfc_allocator.cc:1109] Stats: 
Limit:                     14383316992
InUse:                     12551358208
MaxInUse:                  12785298944
NumAllocs:                     4187933
MaxAllocSize:               1245708288
Reserved:                            0
PeakReserved:                        0
LargestFreeBlock:                    0

2024-04-27 21:35:10.687667: W tensorflow/core/common_runtime/bfc_allocator.cc:491] **********_______*******************************************************************************____
2024-04-27 21:35:10.688723: W tensorflow/core/framework/op_kernel.cc:1768] RESOURCE_EXHAUSTED: failed to allocate memory
Error in py_call_impl(callable, call_args$unnamed, call_args$named) : 
  tensorflow.python.framework.errors_impl.ResourceExhaustedError: {{function_node __wrapped__Mul_device_/job:localhost/replica:0/task:0/device:GPU:0}} failed to allocate memory [Op:Mul]
Run ]8;;rstudio:run:reticulate::py_last_error()`reticulate::py_last_error()`]8;; for details.